{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DeepTCN model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is an example of probabilistic forecasting using TCN model that very close to DeepTCN described in https://arxiv.org/abs/1906.04397"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils import fix_pythonpath_if_working_locally\n",
    "\n",
    "fix_pythonpath_if_working_locally()\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "from darts.models import TCNModel\n",
    "from darts.utils.callbacks import TFMProgressBar\n",
    "import darts.utils.timeseries_generation as tg\n",
    "from darts.utils.likelihood_models import GaussianLikelihood, QuantileRegression\n",
    "from darts.datasets import EnergyDataset\n",
    "from darts.utils.missing_values import fill_missing_values\n",
    "from darts import TimeSeries\n",
    "from darts.dataprocessing.transformers import Scaler\n",
    "from darts.utils.timeseries_generation import datetime_attribute_timeseries\n",
    "from darts import concatenate\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import logging\n",
    "\n",
    "logging.disable(logging.CRITICAL)\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "def generate_torch_kwargs():\n",
    "    # run torch models on CPU, and disable progress bars for all model stages except training.\n",
    "    return {\n",
    "        \"pl_trainer_kwargs\": {\n",
    "            \"accelerator\": \"cpu\",\n",
    "            \"callbacks\": [TFMProgressBar(enable_train_bar_only=True)],\n",
    "        }\n",
    "    }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Variable noise series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='time'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "length = 400\n",
    "trend = tg.linear_timeseries(length=length, end_value=4)\n",
    "season1 = tg.sine_timeseries(length=length, value_frequency=0.05, value_amplitude=1.0)\n",
    "noise = tg.gaussian_timeseries(length=length, std=0.6)\n",
    "noise_modulator = (\n",
    "    tg.sine_timeseries(length=length, value_frequency=0.02)\n",
    "    + tg.constant_timeseries(length=length, value=1)\n",
    ") / 2\n",
    "noise = noise * noise_modulator\n",
    "\n",
    "target_series = sum([noise, season1])\n",
    "covariates = noise_modulator\n",
    "target_train, target_val = target_series.split_after(0.65)\n",
    "\n",
    "plt.figure(figsize=(10, 3))\n",
    "target_train.plot()\n",
    "target_val.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "172ea036d9614810820f83304ed593f7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "TCNModel(kernel_size=2, num_filters=4, num_layers=None, dilation_base=2, weight_norm=False, dropout=0, input_chunk_length=30, output_chunk_length=20, random_state=0, likelihood=GaussianLikelihood(prior_mu=None, prior_sigma=None, prior_strength=1.0, beta_nll=0.0), pl_trainer_kwargs={'accelerator': 'cpu', 'callbacks': [<darts.utils.callbacks.TFMProgressBar object at 0x2a9ef6470>]})"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "deeptcn = TCNModel(\n",
    "    input_chunk_length=30,\n",
    "    output_chunk_length=20,\n",
    "    kernel_size=2,\n",
    "    num_filters=4,\n",
    "    dilation_base=2,\n",
    "    dropout=0,\n",
    "    random_state=0,\n",
    "    likelihood=GaussianLikelihood(),\n",
    "    **generate_torch_kwargs(),\n",
    ")\n",
    "\n",
    "deeptcn.fit(target_train, past_covariates=covariates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='time'>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pred = deeptcn.predict(80, past_covariates=covariates, num_samples=100)\n",
    "target_val.slice_intersect(pred).plot(label=\"target\")\n",
    "pred.plot(label=\"forecast\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Daily energy production"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='time'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df3 = EnergyDataset().load().pd_dataframe()\n",
    "df3_day_avg = (\n",
    "    df3.groupby(df3.index.astype(str).str.split(\" \").str[0]).mean().reset_index()\n",
    ")\n",
    "series_en = fill_missing_values(\n",
    "    TimeSeries.from_dataframe(\n",
    "        df3_day_avg, \"time\", [\"generation hydro run-of-river and poundage\"]\n",
    "    ),\n",
    "    \"auto\",\n",
    ")\n",
    "\n",
    "# scale\n",
    "scaler_en = Scaler()\n",
    "train_en, val_en = series_en.split_after(pd.Timestamp(\"20170901\"))\n",
    "train_en_transformed = scaler_en.fit_transform(train_en)\n",
    "val_en_transformed = scaler_en.transform(val_en)\n",
    "series_en_transformed = scaler_en.transform(series_en)\n",
    "\n",
    "# add the day as a covariate (no scaling required, as one-hot-encoded)\n",
    "day_series = datetime_attribute_timeseries(\n",
    "    series_en_transformed, attribute=\"day\", one_hot=True\n",
    ")\n",
    "\n",
    "plt.figure(figsize=(10, 3))\n",
    "train_en_transformed.plot(label=\"train\")\n",
    "val_en_transformed.plot(label=\"validation\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "339c796556c94efa8739cb61c8d3108c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Training: 0it [00:00, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "TCNModel(kernel_size=3, num_filters=4, num_layers=None, dilation_base=2, weight_norm=False, dropout=0.2, batch_size=32, n_epochs=50, optimizer_kwargs={'lr': 0.001}, random_state=0, input_chunk_length=300, output_chunk_length=30, likelihood=QuantileRegression(quantiles: Optional[List[float]] = None), model_name=TCN_test, save_checkpoints=True, force_reset=True, pl_trainer_kwargs={'accelerator': 'cpu', 'callbacks': [<darts.utils.callbacks.TFMProgressBar object at 0x2a9c067a0>]})"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_name = \"TCN_test\"\n",
    "deeptcn = TCNModel(\n",
    "    dropout=0.2,\n",
    "    batch_size=32,\n",
    "    n_epochs=50,\n",
    "    optimizer_kwargs={\"lr\": 1e-3},\n",
    "    random_state=0,\n",
    "    input_chunk_length=300,\n",
    "    output_chunk_length=30,\n",
    "    kernel_size=3,\n",
    "    num_filters=4,\n",
    "    likelihood=QuantileRegression(),\n",
    "    model_name=model_name,\n",
    "    save_checkpoints=True,\n",
    "    force_reset=True,\n",
    "    **generate_torch_kwargs(),\n",
    ")\n",
    "\n",
    "deeptcn.fit(\n",
    "    series=train_en_transformed,\n",
    "    past_covariates=day_series,\n",
    "    val_series=val_en_transformed,\n",
    "    val_past_covariates=day_series,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's load the model at the best performing state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "deeptcn = TCNModel.load_from_checkpoint(model_name=model_name, best=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we perform historical forecasts:\n",
    "- we start at the predictions at the beginning of the validation set (`start=val_en_transformed.start_time()`)\n",
    "- each prediction will have length `forecast_horizon=30`.\n",
    "- the next prediction will start `stride=30` points ahead\n",
    "- we keep all predicted values from each forecast (`last_points_only=False`) \n",
    "- continue until we run out of input data\n",
    "\n",
    "In the end we concatenate the historical forecasts to get a single continuous (on time axis) time series"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b48873be43fd413099795041f533365a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/16 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "backtest_en = deeptcn.historical_forecasts(\n",
    "    series=series_en_transformed,\n",
    "    start=val_en_transformed.start_time(),\n",
    "    past_covariates=day_series,\n",
    "    num_samples=500,\n",
    "    forecast_horizon=30,\n",
    "    stride=30,\n",
    "    last_points_only=False,\n",
    "    retrain=False,\n",
    "    verbose=True,\n",
    ")\n",
    "backtest_en = concatenate(backtest_en)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2acf4d4e0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "val_en_transformed.plot(label=\"actual\")\n",
    "backtest_en.plot(label=\"backtest q0.05 - q0.95\", low_quantile=0.05, high_quantile=0.95)\n",
    "backtest_en.plot(label=\"backtest q0.25 - q0.75\", low_quantile=0.25, high_quantile=0.75)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "d38ec2bcfb2a2a58cd89ea96ea15a213fe5121785395d0a379d8262791c28fd0"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
